Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 1190 |
| Missing cells | 2341 |
| Missing cells (%) | 9.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 169.8 KiB |
| Average record size in memory | 146.1 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 5 |
| Unsupported | 1 |
| Boolean | 2 |
name has a high cardinality: 1190 distinct values | High cardinality |
url has a high cardinality: 1190 distinct values | High cardinality |
first_series_time has a high cardinality: 121 distinct values | High cardinality |
peak_time has a high cardinality: 130 distinct values | High cardinality |
tournaments_list has a high cardinality: 697 distinct values | High cardinality |
id is highly correlated with elo and 5 other fields | High correlation |
elo is highly correlated with id and 7 other fields | High correlation |
rank is highly correlated with elo and 7 other fields | High correlation |
voobly_id is highly correlated with id and 2 other fields | High correlation |
first_series_timestamp is highly correlated with id and 4 other fields | High correlation |
peak_timestamp is highly correlated with id and 4 other fields | High correlation |
peak_elo is highly correlated with elo and 6 other fields | High correlation |
series_played is highly correlated with elo and 5 other fields | High correlation |
series_won is highly correlated with elo and 5 other fields | High correlation |
games_played is highly correlated with elo and 5 other fields | High correlation |
tournaments_played is highly correlated with elo and 6 other fields | High correlation |
inactive is highly correlated with id and 7 other fields | High correlation |
retired is highly correlated with id and 4 other fields | High correlation |
voobly_id has 1095 (92.0%) missing values | Missing |
steam_id has 1190 (100.0%) missing values | Missing |
first_series_timestamp has 14 (1.2%) missing values | Missing |
first_series_time has 14 (1.2%) missing values | Missing |
peak_timestamp has 14 (1.2%) missing values | Missing |
peak_time has 14 (1.2%) missing values | Missing |
Unnamed: 0 is uniformly distributed | Uniform |
name is uniformly distributed | Uniform |
url is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
id has unique values | Unique |
name has unique values | Unique |
url has unique values | Unique |
steam_id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
series_played has 14 (1.2%) zeros | Zeros |
series_won has 594 (49.9%) zeros | Zeros |
games_played has 19 (1.6%) zeros | Zeros |
tournaments_played has 14 (1.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-06 21:53:19.555496 |
|---|---|
| Analysis finished | 2022-12-06 21:54:13.725344 |
| Duration | 54.17 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 1190 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 594.5 |
| Minimum | 0 |
|---|---|
| Maximum | 1189 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 59.45 |
| Q1 | 297.25 |
| median | 594.5 |
| Q3 | 891.75 |
| 95-th percentile | 1129.55 |
| Maximum | 1189 |
| Range | 1189 |
| Interquartile range (IQR) | 594.5 |
Descriptive statistics
| Standard deviation | 343.6677174 |
|---|---|
| Coefficient of variation (CV) | 0.5780785827 |
| Kurtosis | -1.2 |
| Mean | 594.5 |
| Median Absolute Deviation (MAD) | 297.5 |
| Skewness | 0 |
| Sum | 707455 |
| Variance | 118107.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 799 | 1 | 0.1% |
| 797 | 1 | 0.1% |
| 796 | 1 | 0.1% |
| 795 | 1 | 0.1% |
| 794 | 1 | 0.1% |
| 793 | 1 | 0.1% |
| 792 | 1 | 0.1% |
| 791 | 1 | 0.1% |
| 790 | 1 | 0.1% |
| Other values (1180) | 1180 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 1189 | 1 | |
| 1188 | 1 | |
| 1187 | 1 | |
| 1186 | 1 | |
| 1185 | 1 | |
| 1184 | 1 | |
| 1183 | 1 | |
| 1182 | 1 | |
| 1181 | 1 | |
| 1180 | 1 |
| Distinct | 1190 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 661.502521 |
| Minimum | 1 |
|---|---|
| Maximum | 1294 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 74.45 |
| Q1 | 348.25 |
| median | 667.5 |
| Q3 | 975.75 |
| 95-th percentile | 1231.55 |
| Maximum | 1294 |
| Range | 1293 |
| Interquartile range (IQR) | 627.5 |
Descriptive statistics
| Standard deviation | 368.6347662 |
|---|---|
| Coefficient of variation (CV) | 0.5572688757 |
| Kurtosis | -1.166411888 |
| Mean | 661.502521 |
| Median Absolute Deviation (MAD) | 313.5 |
| Skewness | -0.03979564987 |
| Sum | 787188 |
| Variance | 135891.5908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 767 | 1 | 0.1% |
| 253 | 1 | 0.1% |
| 1091 | 1 | 0.1% |
| 1268 | 1 | 0.1% |
| 1224 | 1 | 0.1% |
| 1200 | 1 | 0.1% |
| 686 | 1 | 0.1% |
| 482 | 1 | 0.1% |
| 126 | 1 | 0.1% |
| 338 | 1 | 0.1% |
| Other values (1180) | 1180 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 1294 | 1 | |
| 1293 | 1 | |
| 1292 | 1 | |
| 1291 | 1 | |
| 1290 | 1 | |
| 1289 | 1 | |
| 1288 | 1 | |
| 1287 | 1 | |
| 1286 | 1 | |
| 1285 | 1 |
| Distinct | 1190 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.4 KiB |
| 000189AKM | 1 |
|---|---|
| psNps | 1 |
| Project Exile | 1 |
| Professor4k | 1 |
| prisma09 | 1 |
| Other values (1185) |
Length
| Max length | 19 |
|---|---|
| Median length | 15 |
| Mean length | 7.307563025 |
| Min length | 2 |
Characters and Unicode
| Total characters | 8696 |
|---|---|
| Distinct characters | 95 |
| Distinct categories | 10 ? |
| Distinct scripts | 3 ? |
| Distinct blocks | 3 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1190 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 000189AKM |
|---|---|
| 2nd row | 000201AKM |
| 3rd row | 000934AKM |
| 4th row | 2scareD |
| 5th row | 31_ |
Common Values
| Value | Count | Frequency (%) |
| 000189AKM | 1 | 0.1% |
| psNps | 1 | 0.1% |
| Project Exile | 1 | 0.1% |
| Professor4k | 1 | 0.1% |
| prisma09 | 1 | 0.1% |
| pren | 1 | 0.1% |
| Prelude | 1 | 0.1% |
| Pray_4yourlife | 1 | 0.1% |
| PraYs | 1 | 0.1% |
| pRaXiS | 1 | 0.1% |
| Other values (1180) | 1180 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| the | 4 | 0.3% |
| rex | 2 | 0.2% |
| wrath | 2 | 0.2% |
| tobi | 2 | 0.2% |
| of | 2 | 0.2% |
| mr | 2 | 0.2% |
| chris | 2 | 0.2% |
| nick | 2 | 0.2% |
| escape | 2 | 0.2% |
| lion | 2 | 0.2% |
| Other values (1215) | 1215 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 723 | 8.3% |
| e | 690 | 7.9% |
| o | 566 | 6.5% |
| i | 553 | 6.4% |
| r | 462 | 5.3% |
| n | 436 | 5.0% |
| l | 346 | 4.0% |
| s | 296 | 3.4% |
| t | 289 | 3.3% |
| _ | 274 | 3.2% |
| Other values (85) | 4061 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6368 | |
| Uppercase Letter | 1753 | 20.2% |
| Connector Punctuation | 274 | 3.2% |
| Decimal Number | 209 | 2.4% |
| Space Separator | 50 | 0.6% |
| Other Letter | 24 | 0.3% |
| Other Punctuation | 7 | 0.1% |
| Open Punctuation | 5 | 0.1% |
| Close Punctuation | 5 | 0.1% |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 723 | |
| e | 690 | 10.8% |
| o | 566 | 8.9% |
| i | 553 | 8.7% |
| r | 462 | 7.3% |
| n | 436 | 6.8% |
| l | 346 | 5.4% |
| s | 296 | 4.6% |
| t | 289 | 4.5% |
| u | 233 | 3.7% |
| Other values (21) | 1774 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 155 | 8.8% |
| M | 121 | 6.9% |
| T | 117 | 6.7% |
| D | 107 | 6.1% |
| A | 107 | 6.1% |
| R | 105 | 6.0% |
| C | 104 | 5.9% |
| N | 90 | 5.1% |
| B | 84 | 4.8% |
| K | 76 | 4.3% |
| Other values (16) | 687 |
Other Letter
| Value | Count | Frequency (%) |
| 小 | 3 | 12.5% |
| 林 | 2 | 8.3% |
| 臭 | 1 | 4.2% |
| 阿 | 1 | 4.2% |
| 金 | 1 | 4.2% |
| 龍 | 1 | 4.2% |
| 潭 | 1 | 4.2% |
| 城 | 1 | 4.2% |
| 哈 | 1 | 4.2% |
| 周 | 1 | 4.2% |
| Other values (11) | 11 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 51 | |
| 2 | 33 | |
| 1 | 33 | |
| 3 | 23 | |
| 4 | 21 | |
| 5 | 13 | 6.2% |
| 9 | 12 | 5.7% |
| 8 | 11 | 5.3% |
| 6 | 7 | 3.3% |
| 7 | 5 | 2.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 6 | |
| : | 1 | 14.3% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 274 |
Space Separator
| Value | Count | Frequency (%) |
| 50 |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 5 |
Close Punctuation
| Value | Count | Frequency (%) |
| ] | 5 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8121 | |
| Common | 551 | 6.3% |
| Han | 24 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 723 | 8.9% |
| e | 690 | 8.5% |
| o | 566 | 7.0% |
| i | 553 | 6.8% |
| r | 462 | 5.7% |
| n | 436 | 5.4% |
| l | 346 | 4.3% |
| s | 296 | 3.6% |
| t | 289 | 3.6% |
| u | 233 | 2.9% |
| Other values (47) | 3527 |
Han
| Value | Count | Frequency (%) |
| 小 | 3 | 12.5% |
| 林 | 2 | 8.3% |
| 臭 | 1 | 4.2% |
| 阿 | 1 | 4.2% |
| 金 | 1 | 4.2% |
| 龍 | 1 | 4.2% |
| 潭 | 1 | 4.2% |
| 城 | 1 | 4.2% |
| 哈 | 1 | 4.2% |
| 周 | 1 | 4.2% |
| Other values (11) | 11 |
Common
| Value | Count | Frequency (%) |
| _ | 274 | |
| 0 | 51 | 9.3% |
| 50 | 9.1% | |
| 2 | 33 | 6.0% |
| 1 | 33 | 6.0% |
| 3 | 23 | 4.2% |
| 4 | 21 | 3.8% |
| 5 | 13 | 2.4% |
| 9 | 12 | 2.2% |
| 8 | 11 | 2.0% |
| Other values (7) | 30 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8663 | |
| CJK | 24 | 0.3% |
| None | 9 | 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 723 | 8.3% |
| e | 690 | 8.0% |
| o | 566 | 6.5% |
| i | 553 | 6.4% |
| r | 462 | 5.3% |
| n | 436 | 5.0% |
| l | 346 | 4.0% |
| s | 296 | 3.4% |
| t | 289 | 3.3% |
| _ | 274 | 3.2% |
| Other values (59) | 4028 |
None
| Value | Count | Frequency (%) |
| é | 3 | |
| ä | 3 | |
| ì | 1 | 11.1% |
| ï | 1 | 11.1% |
| ô | 1 | 11.1% |
CJK
| Value | Count | Frequency (%) |
| 小 | 3 | 12.5% |
| 林 | 2 | 8.3% |
| 臭 | 1 | 4.2% |
| 阿 | 1 | 4.2% |
| 金 | 1 | 4.2% |
| 龍 | 1 | 4.2% |
| 潭 | 1 | 4.2% |
| 城 | 1 | 4.2% |
| 哈 | 1 | 4.2% |
| 周 | 1 | 4.2% |
| Other values (11) | 11 |
| Distinct | 221 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1930.588235 |
| Minimum | 1853 |
|---|---|
| Maximum | 2357 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 1853 |
|---|---|
| 5-th percentile | 1884 |
| Q1 | 1894 |
| median | 1898 |
| Q3 | 1956.75 |
| 95-th percentile | 2050.55 |
| Maximum | 2357 |
| Range | 504 |
| Interquartile range (IQR) | 62.75 |
Descriptive statistics
| Standard deviation | 69.67952734 |
|---|---|
| Coefficient of variation (CV) | 0.03609238162 |
| Kurtosis | 9.949129223 |
| Mean | 1930.588235 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 2.791765093 |
| Sum | 2297400 |
| Variance | 4855.236531 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1896 | 150 | 12.6% |
| 1894 | 91 | 7.6% |
| 1897 | 70 | 5.9% |
| 1898 | 61 | 5.1% |
| 1900 | 41 | 3.4% |
| 1891 | 36 | 3.0% |
| 1892 | 34 | 2.9% |
| 1888 | 29 | 2.4% |
| 1901 | 27 | 2.3% |
| 1899 | 26 | 2.2% |
| Other values (211) | 625 |
| Value | Count | Frequency (%) |
| 1853 | 1 | |
| 1858 | 1 | |
| 1860 | 1 | |
| 1863 | 1 | |
| 1866 | 1 | |
| 1867 | 2 | |
| 1868 | 1 | |
| 1870 | 1 | |
| 1871 | 1 | |
| 1872 | 2 |
| Value | Count | Frequency (%) |
| 2357 | 1 | |
| 2345 | 1 | |
| 2336 | 1 | |
| 2326 | 2 | |
| 2323 | 1 | |
| 2318 | 1 | |
| 2289 | 1 | |
| 2285 | 1 | |
| 2266 | 1 | |
| 2261 | 1 |
| Distinct | 237 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 824.3798319 |
| Minimum | 1 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 60.45 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 998 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 352.5418362 |
|---|---|
| Coefficient of variation (CV) | 0.4276449066 |
| Kurtosis | 0.4269363566 |
| Mean | 824.3798319 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.542887266 |
| Sum | 981012 |
| Variance | 124285.7463 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 999 | 954 | |
| 177 | 1 | 0.1% |
| 180 | 1 | 0.1% |
| 42 | 1 | 0.1% |
| 202 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 161 | 1 | 0.1% |
| 104 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| Other values (227) | 227 | 19.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 999 | 954 | |
| 236 | 1 | 0.1% |
| 235 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 233 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| 231 | 1 | 0.1% |
| 230 | 1 | 0.1% |
| 229 | 1 | 0.1% |
| 228 | 1 | 0.1% |
| Distinct | 1190 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.4 KiB |
| https://aoe-elo.com/player/767/000189AKM | 1 |
|---|---|
| https://aoe-elo.com/player/253/psNps | 1 |
| https://aoe-elo.com/player/1091/Project-Exile | 1 |
| https://aoe-elo.com/player/1268/Professor4k | 1 |
| https://aoe-elo.com/player/1224/prisma09 | 1 |
| Other values (1185) |
Length
| Max length | 51 |
|---|---|
| Median length | 47 |
| Mean length | 38.51428571 |
| Min length | 32 |
Characters and Unicode
| Total characters | 45832 |
|---|---|
| Distinct characters | 66 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1190 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | https://aoe-elo.com/player/767/000189AKM |
|---|---|
| 2nd row | https://aoe-elo.com/player/777/000201AKM |
| 3rd row | https://aoe-elo.com/player/763/000934AKM |
| 4th row | https://aoe-elo.com/player/259/2scareD |
| 5th row | https://aoe-elo.com/player/451/31- |
Common Values
| Value | Count | Frequency (%) |
| https://aoe-elo.com/player/767/000189AKM | 1 | 0.1% |
| https://aoe-elo.com/player/253/psNps | 1 | 0.1% |
| https://aoe-elo.com/player/1091/Project-Exile | 1 | 0.1% |
| https://aoe-elo.com/player/1268/Professor4k | 1 | 0.1% |
| https://aoe-elo.com/player/1224/prisma09 | 1 | 0.1% |
| https://aoe-elo.com/player/1200/pren | 1 | 0.1% |
| https://aoe-elo.com/player/686/Prelude | 1 | 0.1% |
| https://aoe-elo.com/player/482/Pray-4yourlife | 1 | 0.1% |
| https://aoe-elo.com/player/126/PraYs | 1 | 0.1% |
| https://aoe-elo.com/player/338/pRaXiS | 1 | 0.1% |
| Other values (1180) | 1180 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| https://aoe-elo.com/player/767/000189akm | 1 | 0.1% |
| https://aoe-elo.com/player/763/000934akm | 1 | 0.1% |
| https://aoe-elo.com/player/451/31 | 1 | 0.1% |
| https://aoe-elo.com/player/843/3nvy | 1 | 0.1% |
| https://aoe-elo.com/player/466/7demons | 1 | 0.1% |
| https://aoe-elo.com/player/56/8th-wonder | 1 | 0.1% |
| https://aoe-elo.com/player/1129/a220541515 | 1 | 0.1% |
| https://aoe-elo.com/player/561/aaiioo | 1 | 0.1% |
| https://aoe-elo.com/player/844/aa-nike | 1 | 0.1% |
| https://aoe-elo.com/player/515/abe | 1 | 0.1% |
| Other values (1180) | 1180 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 5950 | 13.0% |
| e | 4260 | 9.3% |
| o | 4136 | 9.0% |
| a | 3103 | 6.8% |
| l | 2726 | 5.9% |
| t | 2669 | 5.8% |
| p | 2496 | 5.4% |
| r | 1652 | 3.6% |
| - | 1622 | 3.5% |
| s | 1486 | 3.2% |
| Other values (56) | 15732 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 30159 | |
| Other Punctuation | 8330 | 18.2% |
| Decimal Number | 3968 | 8.7% |
| Uppercase Letter | 1753 | 3.8% |
| Dash Punctuation | 1622 | 3.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4260 | |
| o | 4136 | |
| a | 3103 | |
| l | 2726 | |
| t | 2669 | |
| p | 2496 | |
| r | 1652 | 5.5% |
| s | 1486 | 4.9% |
| h | 1410 | 4.7% |
| c | 1365 | 4.5% |
| Other values (16) | 4856 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 155 | 8.8% |
| M | 121 | 6.9% |
| T | 117 | 6.7% |
| A | 107 | 6.1% |
| D | 107 | 6.1% |
| R | 105 | 6.0% |
| C | 104 | 5.9% |
| N | 90 | 5.1% |
| B | 84 | 4.8% |
| K | 76 | 4.3% |
| Other values (16) | 687 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 728 | |
| 2 | 453 | |
| 0 | 376 | |
| 4 | 359 | |
| 3 | 356 | |
| 5 | 344 | |
| 8 | 343 | |
| 6 | 338 | |
| 9 | 337 | |
| 7 | 334 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 5950 | |
| : | 1190 | 14.3% |
| . | 1190 | 14.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1622 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 31912 | |
| Common | 13920 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4260 | |
| o | 4136 | |
| a | 3103 | |
| l | 2726 | |
| t | 2669 | |
| p | 2496 | 7.8% |
| r | 1652 | 5.2% |
| s | 1486 | 4.7% |
| h | 1410 | 4.4% |
| c | 1365 | 4.3% |
| Other values (42) | 6609 |
Common
| Value | Count | Frequency (%) |
| / | 5950 | |
| - | 1622 | 11.7% |
| : | 1190 | 8.5% |
| . | 1190 | 8.5% |
| 1 | 728 | 5.2% |
| 2 | 453 | 3.3% |
| 0 | 376 | 2.7% |
| 4 | 359 | 2.6% |
| 3 | 356 | 2.6% |
| 5 | 344 | 2.5% |
| Other values (4) | 1352 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45832 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| / | 5950 | 13.0% |
| e | 4260 | 9.3% |
| o | 4136 | 9.0% |
| a | 3103 | 6.8% |
| l | 2726 | 5.9% |
| t | 2669 | 5.8% |
| p | 2496 | 5.4% |
| r | 1652 | 3.6% |
| - | 1622 | 3.5% |
| s | 1486 | 3.2% |
| Other values (56) | 15732 |
| Distinct | 95 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1095 |
| Missing (%) | 92.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96393527.33 |
| Minimum | 523 |
|---|---|
| Maximum | 125101127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 523 |
|---|---|
| 5-th percentile | 4117.2 |
| Q1 | 123160364 |
| median | 123444726 |
| Q3 | 123924317.5 |
| 95-th percentile | 124543846.3 |
| Maximum | 125101127 |
| Range | 125100604 |
| Interquartile range (IQR) | 763953.5 |
Descriptive statistics
| Standard deviation | 51592839.16 |
|---|---|
| Coefficient of variation (CV) | 0.5352313645 |
| Kurtosis | -0.1372811508 |
| Mean | 96393527.33 |
| Median Absolute Deviation (MAD) | 465457 |
| Skewness | -1.365888318 |
| Sum | 9157385096 |
| Variance | 2.661821053 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 123737920 | 1 | 0.1% |
| 123497926 | 1 | 0.1% |
| 123225139 | 1 | 0.1% |
| 124653323 | 1 | 0.1% |
| 124827272 | 1 | 0.1% |
| 123174138 | 1 | 0.1% |
| 123417449 | 1 | 0.1% |
| 5469 | 1 | 0.1% |
| 56531 | 1 | 0.1% |
| 123222710 | 1 | 0.1% |
| Other values (85) | 85 | 7.1% |
| (Missing) | 1095 |
| Value | Count | Frequency (%) |
| 523 | 1 | |
| 610 | 1 | |
| 722 | 1 | |
| 817 | 1 | |
| 963 | 1 | |
| 5469 | 1 | |
| 5958 | 1 | |
| 9267 | 1 | |
| 11486 | 1 | |
| 12926 | 1 |
| Value | Count | Frequency (%) |
| 125101127 | 1 | |
| 124954867 | 1 | |
| 124827272 | 1 | |
| 124653323 | 1 | |
| 124646628 | 1 | |
| 124499797 | 1 | |
| 124474647 | 1 | |
| 124434755 | 1 | |
| 124386524 | 1 | |
| 124244937 | 1 |
| Distinct | 329 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 14 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1370285485 |
| Minimum | 965260800 |
|---|---|
| Maximum | 1665878400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 965260800 |
|---|---|
| 5-th percentile | 997574399 |
| Q1 | 1082851200 |
| median | 1426161600 |
| Q3 | 1612828800 |
| 95-th percentile | 1649376000 |
| Maximum | 1665878400 |
| Range | 700617600 |
| Interquartile range (IQR) | 529977600 |
Descriptive statistics
| Standard deviation | 251478248.3 |
|---|---|
| Coefficient of variation (CV) | 0.1835225221 |
| Kurtosis | -1.591971246 |
| Mean | 1370285485 |
| Median Absolute Deviation (MAD) | 197553600 |
| Skewness | -0.3097189565 |
| Sum | 1.611455731 × 1012 |
| Variance | 6.324130937 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1622851200 | 41 | 3.4% |
| 1622246400 | 40 | 3.4% |
| 1075766399 | 39 | 3.3% |
| 1007596800 | 32 | 2.7% |
| 1036454399 | 25 | 2.1% |
| 1200268799 | 24 | 2.0% |
| 1587168000 | 24 | 2.0% |
| 1408320000 | 21 | 1.8% |
| 1262303999 | 21 | 1.8% |
| 1376179200 | 20 | 1.7% |
| Other values (319) | 889 |
| Value | Count | Frequency (%) |
| 965260800 | 2 | 0.2% |
| 965433600 | 2 | 0.2% |
| 965520000 | 10 | |
| 965606400 | 4 | 0.3% |
| 965692800 | 4 | 0.3% |
| 965779200 | 2 | 0.2% |
| 965952000 | 4 | 0.3% |
| 966729600 | 2 | 0.2% |
| 971654399 | 3 | 0.3% |
| 983750399 | 14 |
| Value | Count | Frequency (%) |
| 1665878400 | 1 | |
| 1665792000 | 1 | |
| 1665705600 | 2 | |
| 1665619200 | 1 | |
| 1665532800 | 2 | |
| 1665360000 | 1 | |
| 1665187200 | 1 | |
| 1665100800 | 1 | |
| 1663977600 | 2 | |
| 1663891200 | 1 |
| Distinct | 121 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 14 |
| Missing (%) | 1.2% |
| Memory size | 9.4 KiB |
| Jun 2021 | 68 |
|---|---|
| May 2021 | 59 |
| Apr 2020 | 54 |
| Feb 2004 | 39 |
| Aug 2020 | 38 |
| Other values (116) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 9408 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 12 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | Nov 2002 |
|---|---|
| 2nd row | Nov 2002 |
| 3rd row | Nov 2002 |
| 4th row | Apr 2003 |
| 5th row | Mar 2010 |
Common Values
| Value | Count | Frequency (%) |
| Jun 2021 | 68 | 5.7% |
| May 2021 | 59 | 5.0% |
| Apr 2020 | 54 | 4.5% |
| Feb 2004 | 39 | 3.3% |
| Aug 2020 | 38 | 3.2% |
| Dec 2001 | 32 | 2.7% |
| Aug 2000 | 30 | 2.5% |
| Nov 2002 | 25 | 2.1% |
| Oct 2021 | 25 | 2.1% |
| Jan 2008 | 24 | 2.0% |
| Other values (111) | 782 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2021 | 238 | 10.1% |
| 2020 | 168 | 7.1% |
| aug | 161 | 6.8% |
| apr | 141 | 6.0% |
| jan | 129 | 5.5% |
| dec | 117 | 5.0% |
| jun | 116 | 4.9% |
| may | 106 | 4.5% |
| oct | 91 | 3.9% |
| 2022 | 86 | 3.7% |
| Other values (25) | 999 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1847 | |
| 0 | 1846 | |
| 1176 | ||
| 1 | 549 | 5.8% |
| u | 362 | 3.8% |
| J | 330 | 3.5% |
| a | 303 | 3.2% |
| A | 302 | 3.2% |
| n | 245 | 2.6% |
| e | 215 | 2.3% |
| Other values (23) | 2233 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4704 | |
| Lowercase Letter | 2352 | |
| Space Separator | 1176 | 12.5% |
| Uppercase Letter | 1176 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 362 | |
| a | 303 | |
| n | 245 | |
| e | 215 | |
| r | 209 | |
| c | 208 | |
| p | 167 | |
| g | 161 | |
| y | 106 | 4.5% |
| t | 91 | 3.9% |
| Other values (4) | 285 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1847 | |
| 0 | 1846 | |
| 1 | 549 | 11.7% |
| 4 | 116 | 2.5% |
| 3 | 105 | 2.2% |
| 5 | 72 | 1.5% |
| 7 | 50 | 1.1% |
| 8 | 48 | 1.0% |
| 9 | 45 | 1.0% |
| 6 | 26 | 0.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 330 | |
| A | 302 | |
| M | 174 | |
| D | 117 | 9.9% |
| O | 91 | 7.7% |
| F | 72 | 6.1% |
| N | 64 | 5.4% |
| S | 26 | 2.2% |
Space Separator
| Value | Count | Frequency (%) |
| 1176 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5880 | |
| Latin | 3528 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 362 | 10.3% |
| J | 330 | 9.4% |
| a | 303 | 8.6% |
| A | 302 | 8.6% |
| n | 245 | 6.9% |
| e | 215 | 6.1% |
| r | 209 | 5.9% |
| c | 208 | 5.9% |
| M | 174 | 4.9% |
| p | 167 | 4.7% |
| Other values (12) | 1013 |
Common
| Value | Count | Frequency (%) |
| 2 | 1847 | |
| 0 | 1846 | |
| 1176 | ||
| 1 | 549 | 9.3% |
| 4 | 116 | 2.0% |
| 3 | 105 | 1.8% |
| 5 | 72 | 1.2% |
| 7 | 50 | 0.9% |
| 8 | 48 | 0.8% |
| 9 | 45 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9408 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1847 | |
| 0 | 1846 | |
| 1176 | ||
| 1 | 549 | 5.8% |
| u | 362 | 3.8% |
| J | 330 | 3.5% |
| a | 303 | 3.2% |
| A | 302 | 3.2% |
| n | 245 | 2.6% |
| e | 215 | 2.3% |
| Other values (23) | 2233 |
| Distinct | 414 |
|---|---|
| Distinct (%) | 35.2% |
| Missing | 14 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1392408367 |
| Minimum | 965260800 |
|---|---|
| Maximum | 1666483200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 965260800 |
|---|---|
| 5-th percentile | 1007596800 |
| Q1 | 1105747200 |
| median | 1500681600 |
| Q3 | 1622851200 |
| 95-th percentile | 1660154400 |
| Maximum | 1666483200 |
| Range | 701222400 |
| Interquartile range (IQR) | 517104000 |
Descriptive statistics
| Standard deviation | 255260806.5 |
|---|---|
| Coefficient of variation (CV) | 0.1833232351 |
| Kurtosis | -1.564211531 |
| Mean | 1392408367 |
| Median Absolute Deviation (MAD) | 149904000 |
| Skewness | -0.4015797184 |
| Sum | 1.63747224 × 1012 |
| Variance | 6.515807931 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1622851200 | 44 | 3.7% |
| 1075766399 | 42 | 3.5% |
| 1622246400 | 33 | 2.8% |
| 1036454399 | 30 | 2.5% |
| 1007596800 | 28 | 2.4% |
| 1635552000 | 23 | 1.9% |
| 1200268799 | 21 | 1.8% |
| 1262303999 | 18 | 1.5% |
| 1587168000 | 18 | 1.5% |
| 1597449600 | 17 | 1.4% |
| Other values (404) | 902 |
| Value | Count | Frequency (%) |
| 965260800 | 1 | 0.1% |
| 965433600 | 2 | 0.2% |
| 965520000 | 7 | |
| 965606400 | 2 | 0.2% |
| 965692800 | 2 | 0.2% |
| 965779200 | 1 | 0.1% |
| 965952000 | 3 | |
| 966470400 | 1 | 0.1% |
| 966729600 | 2 | 0.2% |
| 971654399 | 3 |
| Value | Count | Frequency (%) |
| 1666483200 | 2 | 0.2% |
| 1666310400 | 2 | 0.2% |
| 1666224000 | 1 | 0.1% |
| 1665878400 | 3 | |
| 1665792000 | 5 | |
| 1665705600 | 3 | |
| 1665619200 | 1 | 0.1% |
| 1665532800 | 3 | |
| 1665360000 | 2 | 0.2% |
| 1665187200 | 1 | 0.1% |
| Distinct | 130 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 14 |
| Missing (%) | 1.2% |
| Memory size | 9.4 KiB |
| Jun 2021 | 68 |
|---|---|
| May 2021 | 49 |
| Feb 2004 | 42 |
| Apr 2020 | 41 |
| Aug 2020 | 40 |
| Other values (125) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 9408 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 22 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | Nov 2002 |
|---|---|
| 2nd row | Nov 2002 |
| 3rd row | Nov 2002 |
| 4th row | Apr 2003 |
| 5th row | Mar 2010 |
Common Values
| Value | Count | Frequency (%) |
| Jun 2021 | 68 | 5.7% |
| May 2021 | 49 | 4.1% |
| Feb 2004 | 42 | 3.5% |
| Apr 2020 | 41 | 3.4% |
| Aug 2020 | 40 | 3.4% |
| Oct 2021 | 34 | 2.9% |
| Apr 2022 | 31 | 2.6% |
| Nov 2002 | 30 | 2.5% |
| Dec 2001 | 29 | 2.4% |
| Oct 2022 | 27 | 2.3% |
| Other values (120) | 785 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2021 | 249 | 10.6% |
| 2022 | 167 | 7.1% |
| aug | 163 | 6.9% |
| 2020 | 145 | 6.2% |
| apr | 134 | 5.7% |
| jan | 123 | 5.2% |
| jun | 112 | 4.8% |
| oct | 108 | 4.6% |
| dec | 105 | 4.5% |
| may | 97 | 4.1% |
| Other values (25) | 949 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1989 | |
| 0 | 1794 | |
| 1176 | ||
| 1 | 501 | 5.3% |
| u | 364 | 3.9% |
| J | 324 | 3.4% |
| A | 297 | 3.2% |
| a | 282 | 3.0% |
| n | 235 | 2.5% |
| e | 224 | 2.4% |
| Other values (23) | 2222 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4704 | |
| Lowercase Letter | 2352 | |
| Space Separator | 1176 | 12.5% |
| Uppercase Letter | 1176 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 364 | |
| a | 282 | |
| n | 235 | |
| e | 224 | |
| c | 213 | |
| r | 196 | |
| p | 172 | |
| g | 163 | |
| t | 108 | 4.6% |
| y | 97 | 4.1% |
| Other values (4) | 298 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1989 | |
| 0 | 1794 | |
| 1 | 501 | 10.7% |
| 4 | 113 | 2.4% |
| 3 | 83 | 1.8% |
| 5 | 76 | 1.6% |
| 8 | 47 | 1.0% |
| 7 | 41 | 0.9% |
| 9 | 34 | 0.7% |
| 6 | 26 | 0.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 324 | |
| A | 297 | |
| M | 159 | |
| O | 108 | 9.2% |
| D | 105 | 8.9% |
| F | 81 | 6.9% |
| N | 64 | 5.4% |
| S | 38 | 3.2% |
Space Separator
| Value | Count | Frequency (%) |
| 1176 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5880 | |
| Latin | 3528 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 364 | 10.3% |
| J | 324 | 9.2% |
| A | 297 | 8.4% |
| a | 282 | 8.0% |
| n | 235 | 6.7% |
| e | 224 | 6.3% |
| c | 213 | 6.0% |
| r | 196 | 5.6% |
| p | 172 | 4.9% |
| g | 163 | 4.6% |
| Other values (12) | 1058 |
Common
| Value | Count | Frequency (%) |
| 2 | 1989 | |
| 0 | 1794 | |
| 1176 | ||
| 1 | 501 | 8.5% |
| 4 | 113 | 1.9% |
| 3 | 83 | 1.4% |
| 5 | 76 | 1.3% |
| 8 | 47 | 0.8% |
| 7 | 41 | 0.7% |
| 9 | 34 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9408 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1989 | |
| 0 | 1794 | |
| 1176 | ||
| 1 | 501 | 5.3% |
| u | 364 | 3.9% |
| J | 324 | 3.4% |
| A | 297 | 3.2% |
| a | 282 | 3.0% |
| n | 235 | 2.5% |
| e | 224 | 2.4% |
| Other values (23) | 2222 |
| Distinct | 168 |
|---|---|
| Distinct (%) | 14.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1942.153782 |
| Minimum | 1880 |
|---|---|
| Maximum | 2395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 1880 |
|---|---|
| 5-th percentile | 1892 |
| Q1 | 1896 |
| median | 1900.5 |
| Q3 | 1994.75 |
| 95-th percentile | 2071.55 |
| Maximum | 2395 |
| Range | 515 |
| Interquartile range (IQR) | 98.75 |
Descriptive statistics
| Standard deviation | 78.12187142 |
|---|---|
| Coefficient of variation (CV) | 0.04022434895 |
| Kurtosis | 7.20981157 |
| Mean | 1942.153782 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | 2.378947128 |
| Sum | 2311163 |
| Variance | 6103.026794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1896 | 181 | 15.2% |
| 1894 | 108 | 9.1% |
| 1897 | 100 | 8.4% |
| 1898 | 58 | 4.9% |
| 1904 | 54 | 4.5% |
| 1891 | 44 | 3.7% |
| 1900 | 35 | 2.9% |
| 1899 | 26 | 2.2% |
| 1892 | 26 | 2.2% |
| 1996 | 22 | 1.8% |
| Other values (158) | 536 |
| Value | Count | Frequency (%) |
| 1880 | 1 | 0.1% |
| 1885 | 2 | 0.2% |
| 1888 | 10 | 0.8% |
| 1890 | 1 | 0.1% |
| 1891 | 44 | 3.7% |
| 1892 | 26 | 2.2% |
| 1893 | 2 | 0.2% |
| 1894 | 108 | |
| 1895 | 1 | 0.1% |
| 1896 | 181 |
| Value | Count | Frequency (%) |
| 2395 | 1 | |
| 2384 | 1 | |
| 2371 | 1 | |
| 2357 | 1 | |
| 2349 | 1 | |
| 2340 | 1 | |
| 2333 | 1 | |
| 2306 | 1 | |
| 2305 | 1 | |
| 2296 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 871 | |
| False | 319 | 26.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 657 | |
| False | 533 |
| Distinct | 108 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.88571429 |
| Minimum | 0 |
|---|---|
| Maximum | 486 |
| Zeros | 14 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 9 |
| 95-th percentile | 66 |
| Maximum | 486 |
| Range | 486 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 41.54103079 |
|---|---|
| Coefficient of variation (CV) | 2.790664256 |
| Kurtosis | 43.45872282 |
| Mean | 14.88571429 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.931018445 |
| Sum | 17714 |
| Variance | 1725.657239 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 403 | |
| 2 | 141 | 11.8% |
| 3 | 103 | 8.7% |
| 5 | 69 | 5.8% |
| 4 | 65 | 5.5% |
| 8 | 30 | 2.5% |
| 6 | 28 | 2.4% |
| 10 | 24 | 2.0% |
| 9 | 22 | 1.8% |
| 7 | 22 | 1.8% |
| Other values (98) | 283 |
| Value | Count | Frequency (%) |
| 0 | 14 | 1.2% |
| 1 | 403 | |
| 2 | 141 | 11.8% |
| 3 | 103 | 8.7% |
| 4 | 65 | 5.5% |
| 5 | 69 | 5.8% |
| 6 | 28 | 2.4% |
| 7 | 22 | 1.8% |
| 8 | 30 | 2.5% |
| 9 | 22 | 1.8% |
| Value | Count | Frequency (%) |
| 486 | 1 | |
| 391 | 1 | |
| 387 | 2 | |
| 351 | 1 | |
| 318 | 1 | |
| 277 | 1 | |
| 270 | 1 | |
| 249 | 1 | |
| 248 | 1 | |
| 235 | 1 |
| Distinct | 78 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.217647059 |
| Minimum | 0 |
|---|---|
| Maximum | 331 |
| Zeros | 594 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 32 |
| Maximum | 331 |
| Range | 331 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 26.22399195 |
|---|---|
| Coefficient of variation (CV) | 3.633315918 |
| Kurtosis | 62.93328525 |
| Mean | 7.217647059 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 7.104767386 |
| Sum | 8589 |
| Variance | 687.6977539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 594 | |
| 1 | 185 | 15.5% |
| 2 | 87 | 7.3% |
| 3 | 52 | 4.4% |
| 4 | 35 | 2.9% |
| 5 | 18 | 1.5% |
| 7 | 18 | 1.5% |
| 8 | 16 | 1.3% |
| 6 | 15 | 1.3% |
| 14 | 13 | 1.1% |
| Other values (68) | 157 | 13.2% |
| Value | Count | Frequency (%) |
| 0 | 594 | |
| 1 | 185 | 15.5% |
| 2 | 87 | 7.3% |
| 3 | 52 | 4.4% |
| 4 | 35 | 2.9% |
| 5 | 18 | 1.5% |
| 6 | 15 | 1.3% |
| 7 | 18 | 1.5% |
| 8 | 16 | 1.3% |
| 9 | 10 | 0.8% |
| Value | Count | Frequency (%) |
| 331 | 1 | |
| 324 | 1 | |
| 265 | 1 | |
| 249 | 1 | |
| 206 | 1 | |
| 204 | 1 | |
| 172 | 1 | |
| 161 | 1 | |
| 160 | 1 | |
| 152 | 1 |
| Distinct | 183 |
|---|---|
| Distinct (%) | 15.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.51092437 |
| Minimum | 0 |
|---|---|
| Maximum | 1644 |
| Zeros | 19 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 23 |
| 95-th percentile | 196.75 |
| Maximum | 1644 |
| Range | 1644 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 136.7270902 |
|---|---|
| Coefficient of variation (CV) | 3.142362341 |
| Kurtosis | 48.66558153 |
| Mean | 43.51092437 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 6.286789386 |
| Sum | 51778 |
| Variance | 18694.29719 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 215 | |
| 1 | 125 | 10.5% |
| 3 | 95 | 8.0% |
| 4 | 78 | 6.6% |
| 5 | 70 | 5.9% |
| 6 | 42 | 3.5% |
| 7 | 31 | 2.6% |
| 8 | 28 | 2.4% |
| 13 | 21 | 1.8% |
| 12 | 20 | 1.7% |
| Other values (173) | 465 |
| Value | Count | Frequency (%) |
| 0 | 19 | 1.6% |
| 1 | 125 | |
| 2 | 215 | |
| 3 | 95 | |
| 4 | 78 | 6.6% |
| 5 | 70 | 5.9% |
| 6 | 42 | 3.5% |
| 7 | 31 | 2.6% |
| 8 | 28 | 2.4% |
| 9 | 19 | 1.6% |
| Value | Count | Frequency (%) |
| 1644 | 1 | |
| 1364 | 1 | |
| 1363 | 1 | |
| 1228 | 1 | |
| 1180 | 1 | |
| 1059 | 1 | |
| 919 | 1 | |
| 901 | 1 | |
| 815 | 1 | |
| 782 | 1 |
| Distinct | 69 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.103361345 |
| Minimum | 0 |
|---|---|
| Maximum | 127 |
| Zeros | 14 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 30 |
| Maximum | 127 |
| Range | 127 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 13.43139083 |
|---|---|
| Coefficient of variation (CV) | 2.200654699 |
| Kurtosis | 25.38008336 |
| Mean | 6.103361345 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.587029648 |
| Sum | 7263 |
| Variance | 180.4022595 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 620 | |
| 2 | 137 | 11.5% |
| 3 | 62 | 5.2% |
| 4 | 57 | 4.8% |
| 5 | 42 | 3.5% |
| 6 | 34 | 2.9% |
| 7 | 24 | 2.0% |
| 10 | 16 | 1.3% |
| 8 | 16 | 1.3% |
| 9 | 15 | 1.3% |
| Other values (59) | 167 | 14.0% |
| Value | Count | Frequency (%) |
| 0 | 14 | 1.2% |
| 1 | 620 | |
| 2 | 137 | 11.5% |
| 3 | 62 | 5.2% |
| 4 | 57 | 4.8% |
| 5 | 42 | 3.5% |
| 6 | 34 | 2.9% |
| 7 | 24 | 2.0% |
| 8 | 16 | 1.3% |
| 9 | 15 | 1.3% |
| Value | Count | Frequency (%) |
| 127 | 1 | |
| 113 | 1 | |
| 111 | 1 | |
| 106 | 1 | |
| 101 | 1 | |
| 89 | 1 | |
| 88 | 1 | |
| 86 | 1 | |
| 83 | 1 | |
| 82 | 1 |
| Distinct | 697 |
|---|---|
| Distinct (%) | 58.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.4 KiB |
| [293] | 31 |
|---|---|
| [127] | 27 |
| [142] | 25 |
| [290] | 19 |
| [136] | 19 |
| Other values (692) |
Length
| Max length | 588 |
|---|---|
| Median length | 533 |
| Mean length | 29.46470588 |
| Min length | 2 |
Characters and Unicode
| Total characters | 35063 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 5 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 588 ? |
|---|---|
| Unique (%) | 49.4% |
Sample
| 1st row | [136] |
|---|---|
| 2nd row | [136] |
| 3rd row | [136] |
| 4th row | [86, 110, 114, 115, 116, 117, 119, 121, 123, 124, 125, 126, 127, 157, 264, 285] |
| 5th row | [86] |
Common Values
| Value | Count | Frequency (%) |
| [293] | 31 | 2.6% |
| [127] | 27 | 2.3% |
| [142] | 25 | 2.1% |
| [290] | 19 | 1.6% |
| [136] | 19 | 1.6% |
| [148] | 18 | 1.5% |
| [102] | 16 | 1.3% |
| [343] | 15 | 1.3% |
| [] | 14 | 1.2% |
| [264] | 14 | 1.2% |
| Other values (687) | 992 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 293 | 128 | 1.8% |
| 290 | 128 | 1.8% |
| 343 | 126 | 1.7% |
| 315 | 96 | 1.3% |
| 291 | 91 | 1.3% |
| 304 | 79 | 1.1% |
| 298 | 78 | 1.1% |
| 262 | 70 | 1.0% |
| 127 | 65 | 0.9% |
| 353 | 64 | 0.9% |
| Other values (462) | 6352 |
Most occurring characters
| Value | Count | Frequency (%) |
| , | 6087 | |
| 6087 | ||
| 3 | 3565 | |
| 1 | 3215 | |
| 2 | 3025 | |
| 4 | 2334 | 6.7% |
| 9 | 1660 | 4.7% |
| 6 | 1470 | 4.2% |
| 0 | 1421 | 4.1% |
| 7 | 1298 | 3.7% |
| Other values (4) | 4901 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20509 | |
| Other Punctuation | 6087 | 17.4% |
| Space Separator | 6087 | 17.4% |
| Open Punctuation | 1190 | 3.4% |
| Close Punctuation | 1190 | 3.4% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 3565 | |
| 1 | 3215 | |
| 2 | 3025 | |
| 4 | 2334 | |
| 9 | 1660 | |
| 6 | 1470 | |
| 0 | 1421 | 6.9% |
| 7 | 1298 | 6.3% |
| 5 | 1277 | 6.2% |
| 8 | 1244 | 6.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 6087 |
Space Separator
| Value | Count | Frequency (%) |
| 6087 |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 1190 |
Close Punctuation
| Value | Count | Frequency (%) |
| ] | 1190 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 35063 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| , | 6087 | |
| 6087 | ||
| 3 | 3565 | |
| 1 | 3215 | |
| 2 | 3025 | |
| 4 | 2334 | 6.7% |
| 9 | 1660 | 4.7% |
| 6 | 1470 | 4.2% |
| 0 | 1421 | 4.1% |
| 7 | 1298 | 3.7% |
| Other values (4) | 4901 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35063 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| , | 6087 | |
| 6087 | ||
| 3 | 3565 | |
| 1 | 3215 | |
| 2 | 3025 | |
| 4 | 2334 | 6.7% |
| 9 | 1660 | 4.7% |
| 6 | 1470 | 4.2% |
| 0 | 1421 | 4.1% |
| 7 | 1298 | 3.7% |
| Other values (4) | 4901 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Unnamed: 0 | id | name | elo | rank | url | voobly_id | steam_id | first_series_timestamp | first_series_time | peak_timestamp | peak_time | peak_elo | inactive | retired | series_played | series_won | games_played | tournaments_played | tournaments_list | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 767 | 000189AKM | 1894 | 999 | https://aoe-elo.com/player/767/000189AKM | NaN | NaN | 1.036454e+09 | Nov 2002 | 1.036454e+09 | Nov 2002 | 1896 | True | True | 4 | 1 | 4 | 1 | [136] |
| 1 | 1 | 777 | 000201AKM | 1886 | 999 | https://aoe-elo.com/player/777/000201AKM | NaN | NaN | 1.036454e+09 | Nov 2002 | 1.036454e+09 | Nov 2002 | 1897 | True | True | 4 | 0 | 4 | 1 | [136] |
| 2 | 2 | 763 | 000934AKM | 1882 | 999 | https://aoe-elo.com/player/763/000934AKM | NaN | NaN | 1.036454e+09 | Nov 2002 | 1.036454e+09 | Nov 2002 | 1896 | True | True | 5 | 0 | 5 | 1 | [136] |
| 3 | 3 | 259 | 2scareD | 1957 | 999 | https://aoe-elo.com/player/259/2scareD | NaN | NaN | 1.049501e+09 | Apr 2003 | 1.049501e+09 | Apr 2003 | 1996 | True | True | 31 | 11 | 84 | 16 | [86, 110, 114, 115, 116, 117, 119, 121, 123, 124, 125, 126, 127, 157, 264, 285] |
| 4 | 4 | 451 | 31_ | 1886 | 999 | https://aoe-elo.com/player/451/31- | NaN | NaN | 1.267834e+09 | Mar 2010 | 1.267834e+09 | Mar 2010 | 1893 | True | True | 2 | 0 | 10 | 1 | [86] |
| 5 | 5 | 843 | 3nvY | 1897 | 999 | https://aoe-elo.com/player/843/3nvY | NaN | NaN | 1.039565e+09 | Dec 2002 | 1.039565e+09 | Dec 2002 | 1897 | True | True | 1 | 0 | 1 | 1 | [137] |
| 6 | 6 | 466 | 7DeMonS | 1902 | 999 | https://aoe-elo.com/player/466/7DeMonS | NaN | NaN | 1.075766e+09 | Feb 2004 | 1.075766e+09 | Feb 2004 | 1904 | True | True | 3 | 1 | 7 | 2 | [126, 127] |
| 7 | 7 | 56 | 8th_wonder | 1991 | 999 | https://aoe-elo.com/player/56/8th-wonder | 123737920.0 | NaN | 1.307923e+09 | Jun 2011 | 1.442707e+09 | Sep 2015 | 2039 | True | True | 30 | 11 | 101 | 10 | [15, 19, 21, 29, 62, 65, 80, 84, 85, 103] |
| 8 | 8 | 1129 | a220541515 | 1900 | 999 | https://aoe-elo.com/player/1129/a220541515 | NaN | NaN | NaN | NaN | NaN | NaN | 1900 | False | False | 0 | 0 | 0 | 0 | [] |
| 9 | 9 | 561 | aaiioo | 1900 | 999 | https://aoe-elo.com/player/561/aaiioo | NaN | NaN | NaN | NaN | NaN | NaN | 1900 | False | False | 0 | 0 | 0 | 0 | [] |
Last rows
| Unnamed: 0 | id | name | elo | rank | url | voobly_id | steam_id | first_series_timestamp | first_series_time | peak_timestamp | peak_time | peak_elo | inactive | retired | series_played | series_won | games_played | tournaments_played | tournaments_list | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1180 | 1180 | 862 | _Tulkas | 1894 | 999 | https://aoe-elo.com/player/862/-Tulkas | NaN | NaN | 1.409875e+09 | Sep 2014 | 1.409875e+09 | Sep 2014 | 1894 | True | True | 1 | 0 | 2 | 1 | [75] |
| 1181 | 1181 | 714 | _ViRuS_PuLsE | 1966 | 150 | https://aoe-elo.com/player/714/-ViRuS-PuLsE | NaN | NaN | 1.589933e+09 | May 2020 | 1.589933e+09 | May 2020 | 1988 | False | False | 8 | 2 | 29 | 2 | [173, 368] |
| 1182 | 1182 | 412 | _ZhaZ | 1995 | 999 | https://aoe-elo.com/player/412/-ZhaZ | NaN | NaN | 1.005178e+09 | Nov 2001 | 1.012522e+09 | Jan 2002 | 2007 | True | True | 12 | 6 | 12 | 4 | [141, 142, 143, 146] |
| 1183 | 1183 | 678 | __BillaBamZilla | 1900 | 999 | https://aoe-elo.com/player/678/--BillaBamZilla | NaN | NaN | 1.082851e+09 | Apr 2004 | 1.082851e+09 | Apr 2004 | 1904 | True | True | 2 | 1 | 2 | 1 | [125] |
| 1184 | 1184 | 1209 | __I_s_I__ | 1899 | 999 | https://aoe-elo.com/player/1209/--I-s-I-- | NaN | NaN | 1.647994e+09 | Mar 2022 | 1.647994e+09 | Mar 2022 | 1912 | False | False | 3 | 1 | 10 | 1 | [369] |
| 1185 | 1185 | 1193 | 偶像先生 | 1899 | 999 | https://aoe-elo.com/player/1193/------------ | NaN | NaN | 1.635552e+09 | Oct 2021 | 1.635552e+09 | Oct 2021 | 1899 | True | False | 1 | 0 | 3 | 1 | [343] |
| 1186 | 1186 | 810 | 小布周 | 1888 | 999 | https://aoe-elo.com/player/810/---------- | NaN | NaN | 1.596758e+09 | Aug 2020 | 1.596758e+09 | Aug 2020 | 1894 | True | True | 2 | 0 | 4 | 2 | [213, 214] |
| 1187 | 1187 | 1146 | 小菜鸡 | 1881 | 999 | https://aoe-elo.com/player/1146/--------- | NaN | NaN | 1.627776e+09 | Aug 2021 | 1.627776e+09 | Aug 2021 | 1896 | True | False | 5 | 0 | 5 | 1 | [316] |
| 1188 | 1188 | 1130 | 細菌人 | 1900 | 999 | https://aoe-elo.com/player/1130/--------- | NaN | NaN | NaN | NaN | NaN | NaN | 1900 | False | False | 0 | 0 | 0 | 0 | [] |
| 1189 | 1189 | 1131 | 龍潭金城武 | 1878 | 999 | https://aoe-elo.com/player/1131/--------------- | NaN | NaN | 1.626394e+09 | Jul 2021 | 1.626394e+09 | Jul 2021 | 1894 | True | False | 5 | 0 | 9 | 2 | [311, 343] |